{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Respiratory Rate Variability (RRV)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example can be referenced by [citing the package](https://neuropsychology.github.io/NeuroKit/cite_us.html).\n",
    "\n",
    "Respiratory Rate Variability (RRV), or variations in respiratory rhythm, are crucial indices of general health and respiratory complications. This example shows how to use NeuroKit to perform RRV analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download Data and Extract Relevant Signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load NeuroKit and other useful packages\n",
    "import neurokit2 as nk\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "# Note: this cell is hidden using the \"remove-input\" tag\n",
    "# Make bigger images\n",
    "plt.rcParams['figure.figsize'] = [15, 5]  \n",
    "plt.rcParams['font.size']= 14"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, we will download a dataset that contains electrocardiogram, respiratory, and electrodermal activity signals, and extract only the respiratory (RSP) signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get data\n",
    "data = pd.read_csv(\"https://raw.githubusercontent.com/neuropsychology/NeuroKit/master/data/bio_eventrelated_100hz.csv\")\n",
    "\n",
    "rsp = data[\"RSP\"]\n",
    "nk.signal_plot(rsp, sampling_rate=100) # Visualize"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You now have the raw RSP signal in the shape of a vector (i.e., a one-dimensional array). You can then clean it using `rsp_clean()` and extract the inhalation peaks of the signal using `rsp_peaks()`. This will output 1) a *dataframe* indicating the occurrences of inhalation peaks and exhalation troughs (\"1\" marked in a list of zeros), and 2) a *dictionary* showing the samples of peaks and troughs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note: As the dataset has a frequency of 100Hz, make sure the `sampling_rate` is also set to 100Hz. It is critical that you specify the correct sampling rate of your signal throughout all the processing functions.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Clean signal\n",
    "cleaned = nk.rsp_clean(rsp, sampling_rate=100)\n",
    "\n",
    "# Extract peaks\n",
    "df, peaks_dict = nk.rsp_peaks(cleaned) \n",
    "info = nk.rsp_fixpeaks(peaks_dict)\n",
    "formatted = nk.signal_formatpeaks(info, desired_length=len(cleaned),peak_indices=info[\"RSP_Peaks\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nk.signal_plot(pd.DataFrame({\"RSP_Raw\": rsp, \"RSP_Clean\": cleaned}), sampling_rate=100, subplots=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "candidate_peaks = nk.events_plot(peaks_dict['RSP_Peaks'], cleaned)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fixed_peaks = nk.events_plot(info['RSP_Peaks'], cleaned)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'BPM')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extract rate\n",
    "rsp_rate = nk.rsp_rate(cleaned, peaks_dict, sampling_rate=100)\n",
    "\n",
    "# Visualize\n",
    "nk.signal_plot(rsp_rate, sampling_rate=100)\n",
    "plt.ylabel('Breaths Per Minute')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyse RRV"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have extracted the respiratory rate signal and the peaks dictionary, you can then input these into `rsp_rrv()`. This outputs a variety of RRV indices including time domain, frequency domain, and nonlinear features. Examples of time domain features include RMSSD (root-mean-squared standard deviation) or SDBB (standard deviation of the breath-to-breath intervals). Power spectral analyses (e.g., LF, HF, LFHF) and entropy measures (e.g., sample entropy, SampEn where smaller values indicate that respiratory rate is regular and predictable) are also examples of frequency domain and nonlinear features respectively.\n",
    "\n",
    "A Poincaré plot is also shown when setting `show=True`, plotting each breath-to-breath interval against the next successive one. It shows the distribution of successive respiratory rates.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RRV_RMSSD</th>\n",
       "      <th>RRV_MeanBB</th>\n",
       "      <th>RRV_SDBB</th>\n",
       "      <th>RRV_SDSD</th>\n",
       "      <th>RRV_CVBB</th>\n",
       "      <th>RRV_CVSD</th>\n",
       "      <th>RRV_MedianBB</th>\n",
       "      <th>RRV_MadBB</th>\n",
       "      <th>RRV_MCVBB</th>\n",
       "      <th>RRV_VLF</th>\n",
       "      <th>RRV_LF</th>\n",
       "      <th>RRV_HF</th>\n",
       "      <th>RRV_LFHF</th>\n",
       "      <th>RRV_LFn</th>\n",
       "      <th>RRV_HFn</th>\n",
       "      <th>RRV_SD1</th>\n",
       "      <th>RRV_SD2</th>\n",
       "      <th>RRV_SD2SD1</th>\n",
       "      <th>RRV_ApEn</th>\n",
       "      <th>RRV_SampEn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1647.714526</td>\n",
       "      <td>3562.820513</td>\n",
       "      <td>1172.258164</td>\n",
       "      <td>1669.813322</td>\n",
       "      <td>0.329025</td>\n",
       "      <td>0.462475</td>\n",
       "      <td>3260.0</td>\n",
       "      <td>459.606</td>\n",
       "      <td>0.140983</td>\n",
       "      <td>0.006583</td>\n",
       "      <td>0.02589</td>\n",
       "      <td>0.000677</td>\n",
       "      <td>38.255223</td>\n",
       "      <td>0.781004</td>\n",
       "      <td>0.020416</td>\n",
       "      <td>1180.736323</td>\n",
       "      <td>1163.71824</td>\n",
       "      <td>0.985587</td>\n",
       "      <td>0.582346</td>\n",
       "      <td>1.192138</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     RRV_RMSSD   RRV_MeanBB     RRV_SDBB     RRV_SDSD  RRV_CVBB  RRV_CVSD  \\\n",
       "0  1647.714526  3562.820513  1172.258164  1669.813322  0.329025  0.462475   \n",
       "\n",
       "   RRV_MedianBB  RRV_MadBB  RRV_MCVBB   RRV_VLF   RRV_LF    RRV_HF   RRV_LFHF  \\\n",
       "0        3260.0    459.606   0.140983  0.006583  0.02589  0.000677  38.255223   \n",
       "\n",
       "    RRV_LFn   RRV_HFn      RRV_SD1     RRV_SD2  RRV_SD2SD1  RRV_ApEn  \\\n",
       "0  0.781004  0.020416  1180.736323  1163.71824    0.985587  0.582346   \n",
       "\n",
       "   RRV_SampEn  \n",
       "0    1.192138  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rrv = nk.rsp_rrv(rsp_rate, info, sampling_rate=100, show=True)\n",
    "rrv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a simple visualization tool for short-term (SD1) and long-term variability (SD2) in respiratory rhythm. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
